{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_json(\"surveydata/pakistan_data.json\")\n",
    "\n",
    "pd.set_option(\"display.max_columns\", 61)\n",
    "pd.set_option(\"display.max_rows\", 61)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>Country</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DevType</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>Employment</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>NEWCollabToolsDesireNextYear</th>\n",
       "      <th>NEWCollabToolsWorkedWith</th>\n",
       "      <th>NEWDevOps</th>\n",
       "      <th>NEWDevOpsImpt</th>\n",
       "      <th>NEWEdImpt</th>\n",
       "      <th>NEWJobHunt</th>\n",
       "      <th>NEWJobHuntResearch</th>\n",
       "      <th>NEWLearn</th>\n",
       "      <th>NEWOffTopic</th>\n",
       "      <th>NEWOnboardGood</th>\n",
       "      <th>NEWOtherComms</th>\n",
       "      <th>NEWOvertime</th>\n",
       "      <th>NEWPurchaseResearch</th>\n",
       "      <th>NEWPurpleLink</th>\n",
       "      <th>NEWSOSites</th>\n",
       "      <th>NEWStuck</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>OrgSize</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>Trans</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>WebframeDesireNextYear</th>\n",
       "      <th>WebframeWorkedWith</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>27.0</td>\n",
       "      <td>18</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Pakistani rupee</td>\n",
       "      <td>PKR</td>\n",
       "      <td>Couchbase;Elasticsearch;Firebase;MongoDB;MySQL...</td>\n",
       "      <td>Couchbase;MongoDB;PostgreSQL</td>\n",
       "      <td>Developer, back-end;Developer, desktop or ente...</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>Man</td>\n",
       "      <td>Flex time or a flexible schedule;How widely us...</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Dart;Go;HTML/CSS;Java;JavaScript;Python;Rust;T...</td>\n",
       "      <td>Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript...</td>\n",
       "      <td>.NET Core;Flutter;Node.js;Pandas;React Native;...</td>\n",
       "      <td>Cordova;Node.js</td>\n",
       "      <td>Confluence;Jira;Github;Trello;Google Suite (Do...</td>\n",
       "      <td>Confluence;Jira;Github;Gitlab;Trello;Google Su...</td>\n",
       "      <td>No</td>\n",
       "      <td>Extremely important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Curious about other opportunities;Better compe...</td>\n",
       "      <td>Read company media, such as employee blogs or ...</td>\n",
       "      <td>Every few months</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Play games;Call a coworker or friend;Visit Sta...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>AWS;Docker;Google Cloud Platform;Kubernetes;Li...</td>\n",
       "      <td>Android;Arduino;AWS;Docker;iOS;Linux;MacOS</td>\n",
       "      <td>I have some influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Angular;Django;Express;React.js;Spring</td>\n",
       "      <td>Angular;Angular.js;Express;jQuery;Spring</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>32.0</td>\n",
       "      <td>22</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>220000.0</td>\n",
       "      <td>17124.0</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Pakistani rupee</td>\n",
       "      <td>PKR</td>\n",
       "      <td>Firebase;MongoDB;Redis</td>\n",
       "      <td>None</td>\n",
       "      <td>Developer, front-end;Developer, full-stack</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>Man</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>JavaScript;SQL;TypeScript</td>\n",
       "      <td>HTML/CSS;JavaScript</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>None</td>\n",
       "      <td>Jira;Github;Slack;Trello;Google Suite (Docs, M...</td>\n",
       "      <td>Jira;Github;Slack;Trello;Google Suite (Docs, M...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Extremely important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Curious about other opportunities;Better compe...</td>\n",
       "      <td>Read company media, such as employee blogs or ...</td>\n",
       "      <td>Every few months</td>\n",
       "      <td>No</td>\n",
       "      <td>Onboarding? What onboarding?</td>\n",
       "      <td>No</td>\n",
       "      <td>Rarely: 1-2 days per year or less</td>\n",
       "      <td>Ask developers I know/work with;Visit develope...</td>\n",
       "      <td>Annoyed</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>I have a great deal of influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Express;jQuery;React.js;Vue.js</td>\n",
       "      <td>jQuery</td>\n",
       "      <td>A lot less welcome now than last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Pakistani rupee</td>\n",
       "      <td>PKR</td>\n",
       "      <td>Microsoft SQL Server;MySQL;SQLite</td>\n",
       "      <td>Microsoft SQL Server;MySQL;SQLite</td>\n",
       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>East Asian</td>\n",
       "      <td>Man</td>\n",
       "      <td>Flex time or a flexible schedule</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>C#;Java</td>\n",
       "      <td>C#;Java</td>\n",
       "      <td>.NET</td>\n",
       "      <td>.NET</td>\n",
       "      <td>Github</td>\n",
       "      <td>Github</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Not at all important</td>\n",
       "      <td>None</td>\n",
       "      <td>Better compensation;Trouble with my direct man...</td>\n",
       "      <td>Directly asking current or past employees at t...</td>\n",
       "      <td>Once every few years</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Onboarding? What onboarding?</td>\n",
       "      <td>No</td>\n",
       "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
       "      <td>Start a free trial</td>\n",
       "      <td>Annoyed</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>Visit Stack Overflow</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Just me - I am a freelancer, sole proprietor, ...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too long</td>\n",
       "      <td>No</td>\n",
       "      <td>Information systems, information technology, o...</td>\n",
       "      <td>ASP.NET</td>\n",
       "      <td>ASP.NET</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>42.0</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Firebase;MySQL;SQLite</td>\n",
       "      <td>None</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Student</td>\n",
       "      <td>None</td>\n",
       "      <td>Man</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>None</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>C</td>\n",
       "      <td>C;HTML/CSS;Java;JavaScript;PHP;Python;SQL</td>\n",
       "      <td>None</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>None</td>\n",
       "      <td>Github</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Just because</td>\n",
       "      <td>Personal network - friends or family</td>\n",
       "      <td>Every few months</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>Start a free trial</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow Jobs (for job seekers)</td>\n",
       "      <td>Watch help / tutorial videos</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Android</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>None</td>\n",
       "      <td>Laravel</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Pakistani rupee</td>\n",
       "      <td>PKR</td>\n",
       "      <td>Microsoft SQL Server</td>\n",
       "      <td>Microsoft SQL Server</td>\n",
       "      <td>Data scientist or machine learning specialist</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>Man</td>\n",
       "      <td>Industry that I’d be working in;Remote work op...</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Python;Scala</td>\n",
       "      <td>Python;R</td>\n",
       "      <td>Apache Spark;Hadoop;Keras;TensorFlow;Torch/PyT...</td>\n",
       "      <td>Keras;TensorFlow</td>\n",
       "      <td>Github</td>\n",
       "      <td>Github</td>\n",
       "      <td>No</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Having a bad day (or week or month) at work;Be...</td>\n",
       "      <td>Read company media, such as employee blogs or ...</td>\n",
       "      <td>Every few months</td>\n",
       "      <td>No</td>\n",
       "      <td>Onboarding? What onboarding?</td>\n",
       "      <td>No</td>\n",
       "      <td>Sometimes: 1-2 days per month but less than we...</td>\n",
       "      <td>None</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>Visit Stack Overflow;Watch help / tutorial vid...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Mathematics or statistics</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22462</th>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "      <td>22.0</td>\n",
       "      <td>16</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>MongoDB;MySQL</td>\n",
       "      <td>MongoDB;MySQL</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Student</td>\n",
       "      <td>Southeast Asian</td>\n",
       "      <td>Man</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>C#;JavaScript;Python;SQL</td>\n",
       "      <td>C#;HTML/CSS;Java;JavaScript;PHP;Python;SQL</td>\n",
       "      <td>.NET Core;Node.js;React Native</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>Github</td>\n",
       "      <td>Github</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Start a free trial;Visit developer communities...</td>\n",
       "      <td>Indifferent</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Visit Stack Overflow;Watch help / tutorial videos</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>Android;Heroku;iOS;Windows</td>\n",
       "      <td>Heroku;Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core;Express;React.js</td>\n",
       "      <td>Express;jQuery</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47832</th>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>I have never visited any of these sites</td>\n",
       "      <td>None</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>A natural science (such as biology, chemistry,...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55211</th>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cassandra</td>\n",
       "      <td>Cassandra</td>\n",
       "      <td>None</td>\n",
       "      <td>Professional degree (JD, MD, etc.)</td>\n",
       "      <td>Student</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>Man</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>.NET</td>\n",
       "      <td>.NET</td>\n",
       "      <td>Google Suite (Docs, Meet, etc)</td>\n",
       "      <td>Google Suite (Docs, Meet, etc)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Start a free trial</td>\n",
       "      <td>Annoyed</td>\n",
       "      <td>I have never visited any of these sites</td>\n",
       "      <td>None</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>Google Cloud Platform</td>\n",
       "      <td>Google Cloud Platform</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Another engineering discipline (such as civil,...</td>\n",
       "      <td>Angular</td>\n",
       "      <td>Angular</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55815</th>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>Database administrator</td>\n",
       "      <td>None</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>C++;JavaScript</td>\n",
       "      <td>C++;JavaScript</td>\n",
       "      <td>.NET</td>\n",
       "      <td>.NET</td>\n",
       "      <td>Facebook Workplace</td>\n",
       "      <td>Facebook Workplace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Very important</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Every few months</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow Jobs (for job seekers)</td>\n",
       "      <td>Meditate;Play games;Call a coworker or friend;...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>Android;Linux</td>\n",
       "      <td>Android;Linux</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too long</td>\n",
       "      <td>No</td>\n",
       "      <td>Another engineering discipline (such as civil,...</td>\n",
       "      <td>None</td>\n",
       "      <td>Express</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61983</th>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Microsoft SQL Server;MySQL</td>\n",
       "      <td>None</td>\n",
       "      <td>Data or business analyst</td>\n",
       "      <td>Secondary school (e.g. American high school, G...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>East Asian</td>\n",
       "      <td>Man</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>HTML/CSS;Java</td>\n",
       "      <td>None</td>\n",
       "      <td>.NET;Unreal Engine</td>\n",
       "      <td>None</td>\n",
       "      <td>Confluence;Slack</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Very important</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Once every few years</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Start a free trial</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow Jobs (for job seekers)</td>\n",
       "      <td>Visit Stack Overflow</td>\n",
       "      <td>Windows</td>\n",
       "      <td>None</td>\n",
       "      <td>Google Cloud Platform</td>\n",
       "      <td>Android</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>Django;Flask</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>809 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           MainBranch Hobbyist   Age Age1stCode CompFreq  \\\n",
       "201    I am a developer by profession      Yes  27.0         18     None   \n",
       "569    I am a developer by profession       No  32.0         22  Monthly   \n",
       "634    I am a developer by profession      Yes  25.0         18  Monthly   \n",
       "763    I am a developer by profession      Yes   NaN         15     None   \n",
       "830    I am a developer by profession      Yes  25.0         22     None   \n",
       "...                               ...      ...   ...        ...      ...   \n",
       "22462                            None      Yes  22.0         16     None   \n",
       "47832                            None      Yes   NaN       None     None   \n",
       "55211                            None      Yes   NaN         31     None   \n",
       "55815                            None      Yes   NaN         10     None   \n",
       "61983                            None      Yes   NaN         25     None   \n",
       "\n",
       "       CompTotal  ConvertedComp   Country     CurrencyDesc CurrencySymbol  \\\n",
       "201          NaN            NaN  Pakistan  Pakistani rupee            PKR   \n",
       "569     220000.0        17124.0  Pakistan  Pakistani rupee            PKR   \n",
       "634       2500.0          192.0  Pakistan  Pakistani rupee            PKR   \n",
       "763          NaN            NaN  Pakistan             None           None   \n",
       "830          NaN            NaN  Pakistan  Pakistani rupee            PKR   \n",
       "...          ...            ...       ...              ...            ...   \n",
       "22462        NaN            NaN  Pakistan             None           None   \n",
       "47832        NaN            NaN  Pakistan             None           None   \n",
       "55211        NaN            NaN  Pakistan             None           None   \n",
       "55815        NaN            NaN  Pakistan             None           None   \n",
       "61983        NaN            NaN  Pakistan             None           None   \n",
       "\n",
       "                                  DatabaseDesireNextYear  \\\n",
       "201    Couchbase;Elasticsearch;Firebase;MongoDB;MySQL...   \n",
       "569                               Firebase;MongoDB;Redis   \n",
       "634                    Microsoft SQL Server;MySQL;SQLite   \n",
       "763                                                 None   \n",
       "830                                 Microsoft SQL Server   \n",
       "...                                                  ...   \n",
       "22462                                      MongoDB;MySQL   \n",
       "47832                                               None   \n",
       "55211                                          Cassandra   \n",
       "55815                                              MySQL   \n",
       "61983                         Microsoft SQL Server;MySQL   \n",
       "\n",
       "                      DatabaseWorkedWith  \\\n",
       "201         Couchbase;MongoDB;PostgreSQL   \n",
       "569                                 None   \n",
       "634    Microsoft SQL Server;MySQL;SQLite   \n",
       "763                Firebase;MySQL;SQLite   \n",
       "830                 Microsoft SQL Server   \n",
       "...                                  ...   \n",
       "22462                      MongoDB;MySQL   \n",
       "47832                               None   \n",
       "55211                          Cassandra   \n",
       "55815                              MySQL   \n",
       "61983                               None   \n",
       "\n",
       "                                                 DevType  \\\n",
       "201    Developer, back-end;Developer, desktop or ente...   \n",
       "569           Developer, front-end;Developer, full-stack   \n",
       "634    Academic researcher;Developer, desktop or ente...   \n",
       "763                                                 None   \n",
       "830        Data scientist or machine learning specialist   \n",
       "...                                                  ...   \n",
       "22462                                               None   \n",
       "47832                                               None   \n",
       "55211                                               None   \n",
       "55815                             Database administrator   \n",
       "61983                           Data or business analyst   \n",
       "\n",
       "                                                 EdLevel  \\\n",
       "201         Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "569         Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "634         Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "763         Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "830         Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "...                                                  ...   \n",
       "22462                                               None   \n",
       "47832       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "55211                 Professional degree (JD, MD, etc.)   \n",
       "55815                                               None   \n",
       "61983  Secondary school (e.g. American high school, G...   \n",
       "\n",
       "                                              Employment        Ethnicity  \\\n",
       "201                                   Employed full-time      South Asian   \n",
       "569                                   Employed full-time      South Asian   \n",
       "634    Independent contractor, freelancer, or self-em...       East Asian   \n",
       "763                                              Student             None   \n",
       "830                                   Employed full-time      South Asian   \n",
       "...                                                  ...              ...   \n",
       "22462                                            Student  Southeast Asian   \n",
       "47832                                 Employed part-time             None   \n",
       "55211                                            Student   Middle Eastern   \n",
       "55815                                 Employed part-time             None   \n",
       "61983                                 Employed full-time       East Asian   \n",
       "\n",
       "      Gender                                         JobFactors  \\\n",
       "201      Man  Flex time or a flexible schedule;How widely us...   \n",
       "569      Man  Languages, frameworks, and other technologies ...   \n",
       "634      Man                   Flex time or a flexible schedule   \n",
       "763      Man  Languages, frameworks, and other technologies ...   \n",
       "830      Man  Industry that I’d be working in;Remote work op...   \n",
       "...      ...                                                ...   \n",
       "22462    Man                                               None   \n",
       "47832   None                                               None   \n",
       "55211    Man                                               None   \n",
       "55815   None                                               None   \n",
       "61983    Man                                               None   \n",
       "\n",
       "                                   JobSat  \\\n",
       "201                    Slightly satisfied   \n",
       "569                 Slightly dissatisfied   \n",
       "634    Neither satisfied nor dissatisfied   \n",
       "763                                  None   \n",
       "830    Neither satisfied nor dissatisfied   \n",
       "...                                   ...   \n",
       "22462                                None   \n",
       "47832                                None   \n",
       "55211                                None   \n",
       "55815                                None   \n",
       "61983                                None   \n",
       "\n",
       "                                                 JobSeek  \\\n",
       "201    I’m not actively looking, but I am open to new...   \n",
       "569                      I am actively looking for a job   \n",
       "634    I’m not actively looking, but I am open to new...   \n",
       "763                      I am actively looking for a job   \n",
       "830    I’m not actively looking, but I am open to new...   \n",
       "...                                                  ...   \n",
       "22462                                               None   \n",
       "47832                                               None   \n",
       "55211                                               None   \n",
       "55815                                               None   \n",
       "61983                                               None   \n",
       "\n",
       "                                  LanguageDesireNextYear  \\\n",
       "201    Dart;Go;HTML/CSS;Java;JavaScript;Python;Rust;T...   \n",
       "569                            JavaScript;SQL;TypeScript   \n",
       "634                                              C#;Java   \n",
       "763                                                    C   \n",
       "830                                         Python;Scala   \n",
       "...                                                  ...   \n",
       "22462                           C#;JavaScript;Python;SQL   \n",
       "47832                                               None   \n",
       "55211                                           Assembly   \n",
       "55815                                     C++;JavaScript   \n",
       "61983                                      HTML/CSS;Java   \n",
       "\n",
       "                                      LanguageWorkedWith  \\\n",
       "201    Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript...   \n",
       "569                                  HTML/CSS;JavaScript   \n",
       "634                                              C#;Java   \n",
       "763            C;HTML/CSS;Java;JavaScript;PHP;Python;SQL   \n",
       "830                                             Python;R   \n",
       "...                                                  ...   \n",
       "22462         C#;HTML/CSS;Java;JavaScript;PHP;Python;SQL   \n",
       "47832                                               None   \n",
       "55211                                           Assembly   \n",
       "55815                                     C++;JavaScript   \n",
       "61983                                               None   \n",
       "\n",
       "                                  MiscTechDesireNextYear MiscTechWorkedWith  \\\n",
       "201    .NET Core;Flutter;Node.js;Pandas;React Native;...    Cordova;Node.js   \n",
       "569                                              Node.js               None   \n",
       "634                                                 .NET               .NET   \n",
       "763                                                 None            Node.js   \n",
       "830    Apache Spark;Hadoop;Keras;TensorFlow;Torch/PyT...   Keras;TensorFlow   \n",
       "...                                                  ...                ...   \n",
       "22462                     .NET Core;Node.js;React Native            Node.js   \n",
       "47832                                               None               None   \n",
       "55211                                               .NET               .NET   \n",
       "55815                                               .NET               .NET   \n",
       "61983                                 .NET;Unreal Engine               None   \n",
       "\n",
       "                            NEWCollabToolsDesireNextYear  \\\n",
       "201    Confluence;Jira;Github;Trello;Google Suite (Do...   \n",
       "569    Jira;Github;Slack;Trello;Google Suite (Docs, M...   \n",
       "634                                               Github   \n",
       "763                                                 None   \n",
       "830                                               Github   \n",
       "...                                                  ...   \n",
       "22462                                             Github   \n",
       "47832                                               None   \n",
       "55211                     Google Suite (Docs, Meet, etc)   \n",
       "55815                                 Facebook Workplace   \n",
       "61983                                   Confluence;Slack   \n",
       "\n",
       "                                NEWCollabToolsWorkedWith NEWDevOps  \\\n",
       "201    Confluence;Jira;Github;Gitlab;Trello;Google Su...        No   \n",
       "569    Jira;Github;Slack;Trello;Google Suite (Docs, M...       Yes   \n",
       "634                                               Github  Not sure   \n",
       "763                                               Github      None   \n",
       "830                                               Github        No   \n",
       "...                                                  ...       ...   \n",
       "22462                                             Github      None   \n",
       "47832                                               None      None   \n",
       "55211                     Google Suite (Docs, Meet, etc)      None   \n",
       "55815                                 Facebook Workplace      None   \n",
       "61983                                               None      None   \n",
       "\n",
       "              NEWDevOpsImpt           NEWEdImpt  \\\n",
       "201     Extremely important      Very important   \n",
       "569     Extremely important  Somewhat important   \n",
       "634    Not at all important                None   \n",
       "763                    None                None   \n",
       "830      Not very important  Somewhat important   \n",
       "...                     ...                 ...   \n",
       "22462                  None                None   \n",
       "47832                  None    Fairly important   \n",
       "55211                  None                None   \n",
       "55815                  None      Very important   \n",
       "61983                  None      Very important   \n",
       "\n",
       "                                              NEWJobHunt  \\\n",
       "201    Curious about other opportunities;Better compe...   \n",
       "569    Curious about other opportunities;Better compe...   \n",
       "634    Better compensation;Trouble with my direct man...   \n",
       "763                                         Just because   \n",
       "830    Having a bad day (or week or month) at work;Be...   \n",
       "...                                                  ...   \n",
       "22462                                               None   \n",
       "47832                                               None   \n",
       "55211                                               None   \n",
       "55815                                               None   \n",
       "61983                                               None   \n",
       "\n",
       "                                      NEWJobHuntResearch  \\\n",
       "201    Read company media, such as employee blogs or ...   \n",
       "569    Read company media, such as employee blogs or ...   \n",
       "634    Directly asking current or past employees at t...   \n",
       "763                 Personal network - friends or family   \n",
       "830    Read company media, such as employee blogs or ...   \n",
       "...                                                  ...   \n",
       "22462                                               None   \n",
       "47832                                               None   \n",
       "55211                                               None   \n",
       "55815                                               None   \n",
       "61983                                               None   \n",
       "\n",
       "                   NEWLearn NEWOffTopic                NEWOnboardGood  \\\n",
       "201        Every few months          No                           Yes   \n",
       "569        Every few months          No  Onboarding? What onboarding?   \n",
       "634    Once every few years         Yes  Onboarding? What onboarding?   \n",
       "763        Every few months        None                          None   \n",
       "830        Every few months          No  Onboarding? What onboarding?   \n",
       "...                     ...         ...                           ...   \n",
       "22462           Once a year    Not sure                          None   \n",
       "47832                  None        None                          None   \n",
       "55211                  None        None                          None   \n",
       "55815      Every few months        None                          None   \n",
       "61983  Once every few years        None                          None   \n",
       "\n",
       "      NEWOtherComms                                        NEWOvertime  \\\n",
       "201             Yes  Occasionally: 1-2 days per quarter but less th...   \n",
       "569              No                  Rarely: 1-2 days per year or less   \n",
       "634              No  Occasionally: 1-2 days per quarter but less th...   \n",
       "763              No                                               None   \n",
       "830              No  Sometimes: 1-2 days per month but less than we...   \n",
       "...             ...                                                ...   \n",
       "22462          None                                               None   \n",
       "47832          None                                               None   \n",
       "55211          None                                               None   \n",
       "55815          None                                               None   \n",
       "61983          None                                               None   \n",
       "\n",
       "                                     NEWPurchaseResearch      NEWPurpleLink  \\\n",
       "201    Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
       "569    Ask developers I know/work with;Visit develope...            Annoyed   \n",
       "634                                   Start a free trial            Annoyed   \n",
       "763                                   Start a free trial  Hello, old friend   \n",
       "830                                                 None  Hello, old friend   \n",
       "...                                                  ...                ...   \n",
       "22462  Start a free trial;Visit developer communities...        Indifferent   \n",
       "47832                                               None               None   \n",
       "55211                                 Start a free trial            Annoyed   \n",
       "55815  Start a free trial;Ask developers I know/work ...             Amused   \n",
       "61983                                 Start a free trial  Hello, old friend   \n",
       "\n",
       "                                              NEWSOSites  \\\n",
       "201    Stack Overflow (public Q&A for anyone who code...   \n",
       "569    Stack Overflow (public Q&A for anyone who code...   \n",
       "634     Stack Overflow (public Q&A for anyone who codes)   \n",
       "763                Stack Overflow Jobs (for job seekers)   \n",
       "830     Stack Overflow (public Q&A for anyone who codes)   \n",
       "...                                                  ...   \n",
       "22462  Stack Overflow (public Q&A for anyone who code...   \n",
       "47832            I have never visited any of these sites   \n",
       "55211            I have never visited any of these sites   \n",
       "55815              Stack Overflow Jobs (for job seekers)   \n",
       "61983              Stack Overflow Jobs (for job seekers)   \n",
       "\n",
       "                                                NEWStuck    OpSys  \\\n",
       "201    Play games;Call a coworker or friend;Visit Sta...    MacOS   \n",
       "569    Call a coworker or friend;Visit Stack Overflow...    MacOS   \n",
       "634                                 Visit Stack Overflow  Windows   \n",
       "763                         Watch help / tutorial videos  Windows   \n",
       "830    Visit Stack Overflow;Watch help / tutorial vid...    MacOS   \n",
       "...                                                  ...      ...   \n",
       "22462  Visit Stack Overflow;Watch help / tutorial videos  Windows   \n",
       "47832                                               None  Windows   \n",
       "55211                                               None  Windows   \n",
       "55815  Meditate;Play games;Call a coworker or friend;...  Windows   \n",
       "61983                               Visit Stack Overflow  Windows   \n",
       "\n",
       "                                                 OrgSize  \\\n",
       "201                                   20 to 99 employees   \n",
       "569                                 100 to 499 employees   \n",
       "634    Just me - I am a freelancer, sole proprietor, ...   \n",
       "763                                                 None   \n",
       "830                             10,000 or more employees   \n",
       "...                                                  ...   \n",
       "22462                                               None   \n",
       "47832                                               None   \n",
       "55211                                               None   \n",
       "55815                                               None   \n",
       "61983                                               None   \n",
       "\n",
       "                                  PlatformDesireNextYear  \\\n",
       "201    AWS;Docker;Google Cloud Platform;Kubernetes;Li...   \n",
       "569                                                MacOS   \n",
       "634                                              Windows   \n",
       "763                                                 None   \n",
       "830                                                 None   \n",
       "...                                                  ...   \n",
       "22462                         Android;Heroku;iOS;Windows   \n",
       "47832                                               None   \n",
       "55211                              Google Cloud Platform   \n",
       "55815                                      Android;Linux   \n",
       "61983                              Google Cloud Platform   \n",
       "\n",
       "                               PlatformWorkedWith  \\\n",
       "201    Android;Arduino;AWS;Docker;iOS;Linux;MacOS   \n",
       "569                                         MacOS   \n",
       "634                                       Windows   \n",
       "763                                       Android   \n",
       "830                                          None   \n",
       "...                                           ...   \n",
       "22462                              Heroku;Windows   \n",
       "47832                                        None   \n",
       "55211                       Google Cloud Platform   \n",
       "55815                               Android;Linux   \n",
       "61983                                     Android   \n",
       "\n",
       "                           PurchaseWhat                Sexuality SOAccount  \\\n",
       "201               I have some influence  Straight / Heterosexual       Yes   \n",
       "569    I have a great deal of influence  Straight / Heterosexual       Yes   \n",
       "634                                None  Straight / Heterosexual       Yes   \n",
       "763                                None                     None      None   \n",
       "830       I have little or no influence  Straight / Heterosexual       Yes   \n",
       "...                                 ...                      ...       ...   \n",
       "22462                              None  Straight / Heterosexual       Yes   \n",
       "47832                              None                     None      None   \n",
       "55211                              None                     None      None   \n",
       "55815                              None                     None      None   \n",
       "61983                              None                     None      None   \n",
       "\n",
       "                SOComm                           SOPartFreq  \\\n",
       "201    Yes, definitely                Daily or almost daily   \n",
       "569      Yes, somewhat      A few times per month or weekly   \n",
       "634      Yes, somewhat      A few times per month or weekly   \n",
       "763               None                                 None   \n",
       "830    Yes, definitely  Less than once per month or monthly   \n",
       "...                ...                                  ...   \n",
       "22462  Yes, definitely  Less than once per month or monthly   \n",
       "47832             None                                 None   \n",
       "55211             None                                 None   \n",
       "55815             None                                 None   \n",
       "61983             None                                 None   \n",
       "\n",
       "                           SOVisitFreq                  SurveyEase  \\\n",
       "201             Multiple times per day                        Easy   \n",
       "569              Daily or almost daily  Neither easy nor difficult   \n",
       "634             Multiple times per day                        Easy   \n",
       "763                               None                        Easy   \n",
       "830             Multiple times per day  Neither easy nor difficult   \n",
       "...                                ...                         ...   \n",
       "22462  A few times per month or weekly                        Easy   \n",
       "47832                             None                        None   \n",
       "55211                             None                        Easy   \n",
       "55815                             None                        Easy   \n",
       "61983                             None  Neither easy nor difficult   \n",
       "\n",
       "                SurveyLength Trans  \\\n",
       "201    Appropriate in length    No   \n",
       "569    Appropriate in length    No   \n",
       "634                 Too long    No   \n",
       "763                Too short    No   \n",
       "830    Appropriate in length    No   \n",
       "...                      ...   ...   \n",
       "22462  Appropriate in length    No   \n",
       "47832                   None  None   \n",
       "55211              Too short   Yes   \n",
       "55815               Too long    No   \n",
       "61983  Appropriate in length    No   \n",
       "\n",
       "                                          UndergradMajor  \\\n",
       "201    Computer science, computer engineering, or sof...   \n",
       "569    Computer science, computer engineering, or sof...   \n",
       "634    Information systems, information technology, o...   \n",
       "763    Computer science, computer engineering, or sof...   \n",
       "830                            Mathematics or statistics   \n",
       "...                                                  ...   \n",
       "22462  Computer science, computer engineering, or sof...   \n",
       "47832  A natural science (such as biology, chemistry,...   \n",
       "55211  Another engineering discipline (such as civil,...   \n",
       "55815  Another engineering discipline (such as civil,...   \n",
       "61983                                               None   \n",
       "\n",
       "                       WebframeDesireNextYear  \\\n",
       "201    Angular;Django;Express;React.js;Spring   \n",
       "569            Express;jQuery;React.js;Vue.js   \n",
       "634                                   ASP.NET   \n",
       "763                                      None   \n",
       "830                                      None   \n",
       "...                                       ...   \n",
       "22462           ASP.NET Core;Express;React.js   \n",
       "47832                                    None   \n",
       "55211                                 Angular   \n",
       "55815                                    None   \n",
       "61983                            Django;Flask   \n",
       "\n",
       "                             WebframeWorkedWith  \\\n",
       "201    Angular;Angular.js;Express;jQuery;Spring   \n",
       "569                                      jQuery   \n",
       "634                                     ASP.NET   \n",
       "763                                     Laravel   \n",
       "830                                        None   \n",
       "...                                         ...   \n",
       "22462                            Express;jQuery   \n",
       "47832                                      None   \n",
       "55211                                   Angular   \n",
       "55815                                   Express   \n",
       "61983                                      None   \n",
       "\n",
       "                                 WelcomeChange  WorkWeekHrs         YearsCode  \\\n",
       "201    Just as welcome now as I felt last year         40.0                 9   \n",
       "569      A lot less welcome now than last year         40.0                 8   \n",
       "634    Just as welcome now as I felt last year         42.0                 6   \n",
       "763                                       None          NaN                14   \n",
       "830    Just as welcome now as I felt last year         40.0                 4   \n",
       "...                                        ...          ...               ...   \n",
       "22462  Just as welcome now as I felt last year          NaN                 6   \n",
       "47832                                     None          NaN              None   \n",
       "55211                                     None          NaN                 6   \n",
       "55815                                     None          NaN  Less than 1 year   \n",
       "61983                                     None          NaN  Less than 1 year   \n",
       "\n",
       "      YearsCodePro  \n",
       "201              4  \n",
       "569              6  \n",
       "634              3  \n",
       "763           None  \n",
       "830              2  \n",
       "...            ...  \n",
       "22462         None  \n",
       "47832         None  \n",
       "55211         None  \n",
       "55815            4  \n",
       "61983            3  \n",
       "\n",
       "[809 rows x 60 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
